{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visual Original Spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nlpaug.util.audio.loader import AudioLoader\n",
    "from nlpaug.util.audio.visualizer import AudioVisualizer\n",
    "\n",
    "path = 'Yamaha-V50-Rock-Beat-120bpm.wav'\n",
    "\n",
    "mel_spectrogram = AudioLoader.load_mel_spectrogram(path, n_mels=128)\n",
    "AudioVisualizer.spectrogram('Original', mel_spectrogram)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nlpaug.augmenter.spectrogram as nas\n",
    "import nlpaug.flow as naf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Frequency Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = nas.FrequencyMaskingAug(mask_factor=80)\n",
    "\n",
    "augmented_mel_spectrogram = aug.substitute(mel_spectrogram)\n",
    "AudioVisualizer.spectrogram('Frequency Masking', augmented_mel_spectrogram)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aug = nas.TimeMaskingAug(mask_factor=80)\n",
    "\n",
    "augmented_mel_spectrogram = aug.substitute(mel_spectrogram)\n",
    "AudioVisualizer.spectrogram('Time Masking', augmented_mel_spectrogram)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combine Frequency Masking and Time Masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import nlpaug.flow as naf\n",
    "\n",
    "flow = naf.Sequential([\n",
    "    nas.FrequencyMaskingAug(mask_factor=50), \n",
    "    nas.TimeMaskingAug(mask_factor=20), \n",
    "    nas.TimeMaskingAug(mask_factor=30)])\n",
    "augmented_mel_spectrogram = flow.augment(mel_spectrogram)\n",
    "AudioVisualizer.spectrogram('Combine Frequency Masking and Time Masking', augmented_mel_spectrogram)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
